{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 字体查询\n",
    "```\n",
    "import matplotlib.font_manager as fm\n",
    "\n",
    "font_list = fm.findSystemFonts()\n",
    "\n",
    "for font in font_list:\n",
    "    print(font)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>value</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>Group 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>Group 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>Group 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>Group 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C</td>\n",
       "      <td>5</td>\n",
       "      <td>Group 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>C</td>\n",
       "      <td>6</td>\n",
       "      <td>Group 2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  category  value    group\n",
       "0        A      1  Group 1\n",
       "1        A      2  Group 2\n",
       "2        B      3  Group 1\n",
       "3        B      4  Group 2\n",
       "4        C      5  Group 1\n",
       "5        C      6  Group 2"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.DataFrame({\n",
    "    'category': ['A', 'A', 'B', 'B', 'C', 'C'],\n",
    "    'value': [1, 2, 3, 4, 5, 6],\n",
    "    'group': ['Group 1', 'Group 2', 'Group 1', 'Group 2', 'Group 1', 'Group 2']\n",
    "})\n",
    "data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "category  group  \n",
       "A         Group 1    1\n",
       "          Group 2    2\n",
       "B         Group 1    3\n",
       "          Group 2    4\n",
       "C         Group 1    5\n",
       "          Group 2    6\n",
       "Name: value, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stacked_data = data.groupby(['category', 'group'])['value'].sum()\n",
    "stacked_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>group</th>\n",
       "      <th>Group 1</th>\n",
       "      <th>Group 2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>category</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "group     Group 1  Group 2\n",
       "category                  \n",
       "A               1        2\n",
       "B               3        4\n",
       "C               5        6"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['category', 'group'])['value'].sum().unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# 加载数据集\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "# 绘制分面散点图\n",
    "sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"sex\", style=\"time\", size=\"size\", palette=\"Set2\", alpha=0.7)\n",
    "\n",
    "# 显示图形\n",
    "sns.despine()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "iris = sns.load_dataset('iris')\n",
    "\n",
    "# # 使用swarmplot函数绘制散点图\n",
    "# with sns.plotting_context(\"notebook\"):\n",
    "#     sns.swarmplot(x='species', y='petal_length', data=iris)\n",
    "#     plt.title('Swarmplot')\n",
    "    \n",
    "\n",
    "# # # 使用scatterplot函数绘制散点图\n",
    "# # with sns.plotting_context(\"notebook\"):\n",
    "# #     ax = sns.scatterplot(x='species', y='petal_length', data=iris)\n",
    "# #     plt.title('Scatterplot')\n",
    "    \n",
    "\n",
    "# plt.show()\n",
    "sns.stripplot(x='species', y='sepal_length', data=iris,hue=\"species\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17a90325e10>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 617.75x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='sepal_length',y='petal_length',hue='species',data=iris)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.1"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
